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1 \relax 
2 \@writefile{toc}{\author{Sylvain Contassot-Vivier}{}}
3 \@writefile{toc}{\author{Stephane Vialle}{}}
4 \@writefile{toc}{\author{Jens Gustedt}{}}
5 \@writefile{loa}{\addvspace {10\p@ }}
6 \@writefile{toc}{\contentsline {chapter}{\numberline {6}Development methodologies for GPU and cluster of GPUs}{81}}
7 \@writefile{lof}{\addvspace {10\p@ }}
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9 \@writefile{toc}{\contentsline {section}{\numberline {6.1}Introduction}{82}}
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11 \@writefile{toc}{\contentsline {section}{\numberline {6.2}General scheme of synchronous code with computation/communication overlapping in GPU clusters}{82}}
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13 \@writefile{toc}{\contentsline {subsection}{\numberline {6.2.1}Synchronous parallel algorithms on GPU clusters}{82}}
14 \@writefile{lof}{\contentsline {figure}{\numberline {6.1}{\ignorespaces Native overlap of internode CPU communications with GPU computations.\relax }}{84}}
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19 \@writefile{lof}{\contentsline {figure}{\numberline {6.2}{\ignorespaces Overlap of internode CPU communications with a sequence of CPU/GPU data transfers and GPU computations.\relax }}{86}}
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28 \@writefile{lof}{\contentsline {figure}{\numberline {6.4}{\ignorespaces Complete overlap of internode CPU communications, CPU/GPU data transfers and GPU computations, interleaving computation-communication iterations\relax }}{91}}
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32 \@writefile{lol}{\contentsline {lstlisting}{\numberline {6.4}Generic scheme explicitly overlapping MPI communications, CUDA CPU/GPU transfers and CUDA GPU computations, interleaving computation-communication iterations}{92}}
33 \@writefile{toc}{\contentsline {subsection}{\numberline {6.2.5}Experimental validation}{94}}
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36 \@writefile{lof}{\contentsline {figure}{\numberline {6.5}{\ignorespaces Experimental performances of different synchronous algorithms computing a dense matrix product\relax }}{95}}
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38 \@writefile{toc}{\contentsline {section}{\numberline {6.3}General scheme of asynchronous parallel code with computation/communication overlapping}{96}}
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54 \@writefile{toc}{\contentsline {subsection}{\numberline {6.3.2}Synchronization of the asynchronous scheme}{102}}
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62 \@writefile{toc}{\contentsline {subsection}{\numberline {6.3.3}Asynchronous scheme using MPI, OpenMP and CUDA}{106}}
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73 \@writefile{lol}{\contentsline {lstlisting}{\numberline {6.16}Auxiliary computing function in the final asynchronous scheme with CPU/GPU overlap}{113}}
74 \@writefile{toc}{\contentsline {subsection}{\numberline {6.3.4}Experimental validation}{114}}
75 \newlabel{sec:ch6p2expes}{{6.3.4}{114}}
76 \@writefile{lof}{\contentsline {figure}{\numberline {6.6}{\ignorespaces Computation times of the test application in synchronous and asynchronous modes.\relax }}{115}}
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78 \@writefile{lof}{\contentsline {figure}{\numberline {6.7}{\ignorespaces Computation times with or without overlap of Jacobian updatings in asynchronous mode.\relax }}{116}}
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80 \@writefile{toc}{\contentsline {section}{\numberline {6.4}Perspective: A unifying programming model}{117}}
81 \newlabel{sec:ch6p3unify}{{6.4}{117}}
82 \@writefile{toc}{\contentsline {subsection}{\numberline {6.4.1}Resources}{117}}
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104 \@writefile{toc}{\contentsline {section}{\numberline {6.5}Conclusion}{123}}
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106 \@writefile{toc}{\contentsline {section}{\numberline {6.6}Glossary}{123}}
107 \@writefile{toc}{\contentsline {section}{Bibliography}{124}}
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